{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-09-18T13:12:48.000481Z",
     "start_time": "2024-09-18T13:12:46.961809Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "import warnings\n",
    "train_data = pd.read_csv(r'D:\\pcdaima\\shixun\\shixun1\\data\\fugou\\train_format1.csv')\n",
    "test_data = pd.read_csv(r'D:\\pcdaima\\shixun\\shixun1\\data\\fugou\\test_format1.csv')\n",
    "user_info = pd.read_csv(r'D:\\pcdaima\\shixun\\shixun1\\data\\fugou\\user_info_format1.csv')\n",
    "user_log = pd.read_csv(r'D:\\pcdaima\\shixun\\shixun1\\data\\fugou\\user_log_format1.csv')"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-18T13:13:38.912929Z",
     "start_time": "2024-09-18T13:13:37.819711Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    " \n",
    "%matplotlib inline\n"
   ],
   "id": "d0941a00718c8f7c",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-18T13:13:54.568845Z",
     "start_time": "2024-09-18T13:13:54.548024Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#年龄缺失占比\n",
    "(user_info.shape[0]-user_info['age_range'].count())/user_info.shape[0]\n",
    "#年龄缺失或者为0的个数\n",
    "user_info[user_info['age_range'].isna() | (user_info['age_range']==0)].count()\n",
    "\n",
    "#年龄分组\n",
    "user_info.groupby(['age_range'])['user_id'].count()\n"
   ],
   "id": "4e1fec4299dc32cf",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age_range\n",
       "0.0     92914\n",
       "1.0        24\n",
       "2.0     52871\n",
       "3.0    111654\n",
       "4.0     79991\n",
       "5.0     40777\n",
       "6.0     35464\n",
       "7.0      6992\n",
       "8.0      1266\n",
       "Name: user_id, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-18T13:14:06.345622Z",
     "start_time": "2024-09-18T13:14:06.328060Z"
    }
   },
   "cell_type": "code",
   "source": [
    "(user_info.shape[0]-user_info['gender'].count())/user_info.shape[0]\n",
    "user_info[user_info['gender'].isna() | (user_info['gender'] == 2)].count()\n",
    "user_info.groupby(['gender'])[['user_id']].count()\n"
   ],
   "id": "c901d0cb6b1f2d59",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "        user_id\n",
       "gender         \n",
       "0.0      285638\n",
       "1.0      121670\n",
       "2.0       10426"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>285638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>121670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>10426</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-18T13:14:12.766232Z",
     "start_time": "2024-09-18T13:14:12.753557Z"
    }
   },
   "cell_type": "code",
   "source": "print(user_log.isnull().sum())\n",
   "id": "5bba5b18b5ffb628",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "user_id           0\n",
      "item_id           0\n",
      "cat_id            0\n",
      "merchant_id       0\n",
      "brand_id       1327\n",
      "time_stamp        0\n",
      "action_type       0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-18T13:14:52.888208Z",
     "start_time": "2024-09-18T13:14:52.476076Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib.pyplot import figure\n",
    "\n",
    "label_gp=train_data.groupby('label')['user_id'].count()\n",
    "print('正负样本的数量：\\n',label_gp)\n",
    "fig=figure(figsize=(12,6))\n",
    "ax1=plt.subplot(1,2,1)\n",
    "train_data['label'].value_counts().plot(kind='pie',autopct='%1.1f%%',shadow=True,explode=[0,0.1],ax=ax1)\n",
    "ax2=plt.subplot(1,2,2)\n",
    "sns.countplot(x='label',data=train_data,ax=ax2)\n"
   ],
   "id": "33fa1b1e2f787940",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正负样本的数量：\n",
      " label\n",
      "0    244912\n",
      "1     15952\n",
      "Name: user_id, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='label', ylabel='count'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-18T13:15:27.019724Z",
     "start_time": "2024-09-18T13:15:26.755698Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print('选取top5店铺\\n店铺\\t购买次数')\n",
    "print((train_data['merchant_id']).value_counts().head(5))\n",
    "train_data_merchant=train_data.copy()\n",
    "train_data_merchant['TOP5']=train_data_merchant['merchant_id'].map(lambda x: 1 if x in [4044,3828,4173,1102,4976] else 0)\n",
    "train_data_merchant = train_data_merchant[train_data_merchant['TOP5']==1]\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.title('Merchant VS Label')\n",
    "ax = sns.countplot(x='merchant_id',hue='label',data=train_data_merchant)\n",
    "for p in ax.patches:\n",
    "    height = p.get_height()\n"
   ],
   "id": "4e981cfcab827484",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "选取top5店铺\n",
      "店铺\t购买次数\n",
      "merchant_id\n",
      "4044    3379\n",
      "3828    3254\n",
      "4173    2542\n",
      "1102    2483\n",
      "4976    1925\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-18T13:15:38.128360Z",
     "start_time": "2024-09-18T13:15:37.837448Z"
    }
   },
   "cell_type": "code",
   "source": [
    "merchant_repeat_buy=[rate for rate in train_data.groupby('merchant_id')['label'].mean() if rate<=1 and rate>0]\n",
    "plt.figure(figsize=(8,4))\n",
    "ax=plt.subplot(121)\n",
    "sns.distplot(merchant_repeat_buy,fit=stats.norm)\n",
    "ax=plt.subplot(1,2,2)\n",
    "res = stats.probplot(merchant_repeat_buy, plot=plt)\n"
   ],
   "id": "5a1209a50c82ca7f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ],
      "image/png": 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pcs6kefPmhboSRkREEBcXxwcffMCdd95Z7HOmTp1qbhoDkJaWJgmsEMJhyMyrEEI4iYCAALRabZFZ1qSkpCKzsaXp2rUrJ0+eLPG6Xq/H19e30CGEEI5CklchhHASbm5uhIeHs27dukLn161bR7du3cr8Ovv27SM4ONjS4QkhhE1I2YAQQjiRyZMnM2rUKDp37kxERAQLFy4kNjaWcePGAepX/vHx8SxZsgSAuXPn0rBhQ1q3bk1ubi7ffvstK1asYMWKFfb8MYQQosIkeRVCCCcyYsQILl++zKxZs0hISKBNmzasXbuW0NBQABISEgrt+Zqbm8tLL71EfHw8Hh4etG7dml9//ZWBAwfa60cQQohK0SiKotg7CGtKS0vDz8+P1NRUh67bWrqr8AbjI7s0sFMkQojycpbPmYqq6j+fEML+yvM5IzWvQgghhBDCaUjyKoQQQgghnIbUvNrBzSUCQgghhBCibGTmVQghhBBCOA1JXoUQQgghhNOQ5FUIIYQQQjgNSV6FEEIIIYTTkORVCCGEEEI4DUlehRBCCCGE05DkVQghhBBCOA1JXoUQQgghhNOQ5FUIIYQQQjgNSV6FEEIIIYTTkORVCCGEEEI4DUlehRBCCCGE05DkVQghhBBCOA1JXh2AoigYFcXeYQghhBBCODxJXu0sO8/Al9tiePf3Y6Rey7N3OEIIIYQQDs2uyevmzZsZNGgQdevWRaPRsHr1avO1vLw8XnnlFdq2bYuXlxd169Zl9OjRXLhwwX4BW5jBqPD1jrOcuZRJenY+m09csndIQgghhBAOza7Ja2ZmJu3bt+fTTz8tci0rK4u9e/fy+uuvs3fvXlauXMmJEycYPHiwHSK1jnNXMjl3OQutiwaA3WevkJ4ts69CCCGEcCwGA2zcCMuWqb8aDPaLRWe/W8OAAQMYMGBAsdf8/PxYt25doXOffPIJt99+O7GxsTRo0MAWIVpV7OUsAFoG+ZCWnU/slSyizqXQq3kdO0cmhBBCCKFauRImToTz56+fq18fPv4Yhg2zfTx2TV7LKzU1FY1GQ40aNUock5OTQ05OjvlxWlqaDSKrmHMFyWuovxcaDcReyTKfE0IIIYSwt5UrYfhwuHldeXy8ev7HH22fwDrNgq3s7GymTJnCyJEj8fX1LXFcZGQkfn5+5iMkJMSGUZadUVGIvWJKXj0JqekJQFxKForsPCCEEEIIOzMY1BnX4tIS07lJk2xfQuAUyWteXh4PP/wwRqORefPmlTp26tSppKammo+4uDgbRVk+yek5XMsz4KrVEOznQbCfO1oXDVm5Bq5k5to7PCGEEEJUc1u2FC4VuJmiQFycOs6WHL5sIC8vj4ceeoiYmBj+/vvvUmddAfR6PXq93kbRVZxp1rV+Tc+CBVsa6vq5E5dyjbiUa/YNTgghhBDVXkKCZcdZikPPvJoS15MnT/LXX3/h7+9v75As5lKGWpcb5OduPhdSq6B04IrUvQohhBDCvoKDLTvOUuw685qRkcGpU6fMj2NiYoiOjqZWrVrUrVuX4cOHs3fvXn755RcMBgOJiYkA1KpVCzc3N3uFbREpWeqWWLU8r/8cat3rZc6nSPIqhBBCCPvq0UPdVSA+vvi6V41Gvd6jh23jsuvM6549e+jYsSMdO3YEYPLkyXTs2JE33niD8+fPs2bNGs6fP0+HDh0IDg42H9u3b7dn2BZxNUuta63p6Wo+V8dXLXe4lJEji7aEEEIIYVdarbodFqiJ6o1Mj+fOVcfZkl1nXnv16lVqklaVEzjToqwaN8y8Bnjr0QDZeUYuZ+YS4O34tbtCCCGEqLqGDVO3wypun9e5c2Wf12ojJ99AVq66r0TNG5JXV60Lfp6uXM3K48ylTElehRBCCGF3w4bBkCHqrgIJCWqNa48etp9xNZHk1Q6uFtS7uru64OFW+L98bW99QfKawe1htewRnhBCCCFEIVot9Opl7yhUDr3bQFWVYq53LbrozDTbGpOcadOYhBBCCCGcgSSvdmDaaaDY5NVHTV5PX5LkVQghhBDiZpK82sHVzKI7DZjULph5PZOcYdOYhBBCCCGcgSSvdmAqG6hRbNmAei72chZ5BqNN4xJCCCGEcHSSvNpB6jW1bMDPo+jMq5+HKzoXDflGhcTUbFuHJoRwAvPmzSMsLAx3d3fCw8PZUsbG4tu2bUOn09GhQwfrBiiEEFYkyasdZBZsk+XjXnSzB41GY56RjZNOW0KImyxfvpxJkyYxbdo09u3bR48ePRgwYACxsbGlPi81NZXRo0fTp08fG0UqhBDWIcmrHWRk5wPgrS9+pzJTLez5lGs2i0kI4RzmzJnDk08+yVNPPUXLli2ZO3cuISEhzJ8/v9TnPfPMM4wcOZKIiAgbRSqEENYhyauNZeXmk1tQy+pVYvKqzrxK8iqEuFFubi5RUVH069ev0Pl+/fqV2jZ70aJFnD59munTp5fpPjk5OaSlpRU6hBDCUUjyamOXM9TFWjoXDXpd8W9/DfPMq5QNCCGuS05OxmAwEBgYWOh8YGAgiYmJxT7n5MmTTJkyhe+++w6drmx9aSIjI/Hz8zMfISEhlY5dCCEsRZJXG7tcsE2Wl16HRqMpdozMvAohSnPzZ4eiKMV+nhgMBkaOHMnMmTNp1qxZmV9/6tSppKammo+4uLhKxyyEEJYi7WFt7HJGDlByvStcr3mNl+RVCHGDgIAAtFptkVnWpKSkIrOxAOnp6ezZs4d9+/YxYcIEAIxGI4qioNPp+PPPP7nrrruKPE+v16PX663zQwghRCXJzKuNmcoGSktea3ipM6+Jadnky16vQogCbm5uhIeHs27dukLn161bR7du3YqM9/X15eDBg0RHR5uPcePG0bx5c6Kjo+nSpYutQhdCCIuRmVcbu1Qw81rSYi1QE1s3nQu5+UYSUrMJqeVpq/CEEA5u8uTJjBo1is6dOxMREcHChQuJjY1l3LhxgPqVf3x8PEuWLMHFxYU2bdoUen6dOnVwd3cvcl4IIZyFJK82sHTX9f0Xt59KBsBbry1xvItGQ/0aHpxJzuR8yjVJXoUQZiNGjODy5cvMmjWLhIQE2rRpw9q1awkNDQUgISHhlnu+CiGEM5Pk1cYyctQ9XkubeQWoV9OUvGYB/jaITAjhLMaPH8/48eOLvbZ48eJSnztjxgxmzJhh+aCEEMJGpObVxjJz1O5apdW8AtSv6QHIjgNCCCGEEDeS5NXGyjrzWr+mWioQf1WSVyGEEEIIE0lebSwzp/TWsCbXZ16lUYEQQgghhIkkrzZkVBQyc8ubvMrMqxBCCCGEiSSvNpSTZ8SoqL/3dCt5twG4XjaQkCp7vQohhBBCmEjyakNZBbOurloNOm3pb31tbz1uWhcMRoXEtGxbhCeEEEII4fAkebWha3nqTgMerqXPugK4uGioW8MdkNIBIYQQQggTSV5tyJS8erqVbXtdU+mAJK9CCCGEECpJXm3oWq6avLqXYeYVri/aipfkVQghhBACkOTVpsxlA7dYrGViSl7jZLssIYQQQghAklebMs28lqXmFW4sG5DkVQghhBACoGzFl8Iirte8li15DalVMPN6RcoGhBBCCGEbBgNs2QIJCRAcDD16gLZsqYtNSPJqQ+WteQ0x7/V6jTyDEddbbK8lhBBCCFEZK1fCxIlw/vz1c/Xrw8cfw7Bh9ovrRpIN2VB5a14DvPW46VwwKpBwVfZ6FUIIIYT1rFwJw4cXTlwB4uPV8ytX2ieum9k1ed28eTODBg2ibt26aDQaVq9eXei6oijMmDGDunXr4uHhQa9evTh8+LB9grUA08yrZxlnXl1cNLJoSwghhBBWZzCoM66KUvSa6dykSeo4e7Nr8pqZmUn79u359NNPi73+3nvvMWfOHD799FN2795NUFAQffv2JT093caRWkZ5Z17heumALNoSQgghhLVs2VJ0xvVGigJxceo4e7NrzeuAAQMYMGBAsdcURWHu3LlMmzaNYQVFFl9//TWBgYEsXbqUZ555xpahWkR5OmyZyKItIYQQQliTwQDr15dtbEKCdWMpC4eteY2JiSExMZF+/fqZz+n1enr27Mn27dtLfF5OTg5paWmFDkdR3q2y4PrMq5QNCCGEEMLSVq6Ehg3hzTfLNj442KrhlInDJq+JiYkABAYGFjofGBhovlacyMhI/Pz8zEdISIhV4ywrg1EhJ98IlLNsoFZB8npFklchhBBCWE5JC7SKo9FASIi6bZa9OWzyaqLRaAo9VhSlyLkbTZ06ldTUVPMRFxdn7RDLJDvveoVzWbfKghu7bEnZgBBCCCEso7QFWjczpV1z5zrGfq8Om7wGBQUBFJllTUpKKjIbeyO9Xo+vr2+hwxGY6l31Ohe0LiUn3zczlQ1cSs8plAALIYQQQlTUrRZo3ah+ffjxR9nn9ZbCwsIICgpi3bp15nO5ubls2rSJbt262TGyiqlIvStADU9XvPXqurrzMvsqhBBCCAso68Kr116DmBjHSVzBzslrRkYG0dHRREdHA+oirejoaGJjY9FoNEyaNIm3336bVatWcejQIcaOHYunpycjR460Z9gVUpFtskAtm5C9XoVwLHFxcZy/YcoiKioKgEWLFtkrJCGEKJeyLrzq08cxSgVuZNfkdc+ePXTs2JGOHTsCMHnyZDp27Mgbb7wBwL///W8mTZrE+PHj6dy5M/Hx8fz555/4+PjYM+wKMSWv5al3NTEt2jovi7aEcAgjR45kw4YNgFraNHToUABmzZrFrFmz7BiZEEKUTY8eajlAScuIHGmB1s3smrz26tULRVGKHIsXLwbUWccZM2aQkJBAdnY2mzZtok2bNvYMucJy8tSdBiqUvJq3y5KyASEcwaFDh7j99tsB+N///kfLli0B+OKLL8yfX0II4ci0Wvj4Y/X3NyewjrZA62YOW/Na1ZgWW7nryv+Wm8sGZOZVCIeQl5eHXq8H4K+//jI3W2nWrBkJjrCDtxBClMGwYepCrHr1Cp93tAVaN5Pk1UZy8gt2G6hM2YDMvArhEFq3bs2CBQvYsmUL69at4+677wbUEgJ/f387RyeEEGU3bBicPQsbNsDSpeqvjrZA62Z2bQ9bnWSbygYqMPNqbhErC7aEcAjvvvsu999/P++//z5jxoyhbdu2AKxdu9ZcTiCEEM5Cq4VevewdRdlJ8moj2ZVZsFVQ83o1K4/07Dx83F0tGpsQonx69epFcnIyaWlp1KxZ09yGeuzYsaXuQy2EEKLypGzARkytYfWu5X/LvfQ6anm5ARArda9COARFUYiKiuKzzz4jPT0dADc3Nzw9Pe0cmRBCVG0y82oj1xdsVWzZXqi/J1cyczl3OYvWdf0sGZoQopzOnTvHPffcQ2xsLDk5OXTt2hWAjz/+GKPRyIIFC+wcoRBCVF0y82ojlZl5BQgL8ALgzKUMi8UkhKiYiRMn0rlzZ1JSUvDw8DCfv++++1i/fr0dIxNCiKpPZl5tpLwzr0t3xRZ6nJGdD8CZ5EzLBiaEKLetW7eybds23NzcCp0PCQkhPj7eTlEJIUT1IDOvNpKdX/EmBQD+3uqekmcuSfIqhL0ZjUYMBkOR8xcuXHDKDoBCCOFMJHm1kZw80z6vFXvLa5uT1wwURbFYXEKI8uvbty9z5841P9YUtKN5++23GThwoJ2iEkKI6kGSVxvINxjJN6oJZ0UXbPl7u6HRQFp2Plcycy0ZnhCinD766CM2bdpEq1atyM7O5qmnngIgISGBd9991+r3nzdvHmFhYbi7uxMeHs6WLVtKHLt161a6d++Ov78/Hh4etGjRgo8++sjqMQohhLVIzasNmEoGoOIzr65aF+r6eRB/9RoxyZnmMgIhhO3VrVuX6Oholi1bxt69e8nOzmb37t1s2bKFOnXqWPXey5cvZ9KkScybN4/u3bvz2WefMWDAAI4cOUKDBg2KjPfy8mLChAm0a9cOLy8vtm7dyjPPPIOXlxdPP/20VWMVQghr0ChV/DvotLQ0/Pz8SE1NxdfX1y4xfLL+JB+uO4GbzoUZg1pX+HV+O5TAlpPJvPdAOx66LcSCEQohKsOWnzNdunShU6dOzJ8/33yuZcuWDB06lMjIyDK9xrBhw/Dy8uKbb74p03hH+BwVQliWwQBbtkBCAgQHQ48eaqcteynP54zMvNqAebFWBVrD3qhxbW+2nEzmlGyXJYRdLVmypNDja9euAbBs2TI8PDwYPXq0Ve6bm5tLVFQUU6ZMKXS+X79+bN++vUyvsW/fPrZv386bb75Z4picnBxycnLMj00dxIQQzs9ggLfego8/hitXrp+vX189N2yY/WIrK0lebSDbvFircv+kaRroDcDxxPRKxySEqLiJEycWepyXl2c+7+npabXkNTk5GYPBUKQFbWBgIImJiaU+t379+ly6dIn8/HxmzJhhrtMtTmRkJDNnzrRIzEIIx7FyJTz9NFy+XPRafDwMHw4//uj4Caws2LKBnDzLzLy2CFK34JHkVQj7SklJKXRcuHABgK5du7Js2TKr39+0u4GJoihFzt1sy5Yt7NmzhwULFjB37txS45w6dSqpqanmIy4uziJxCyHsZ+VKeOCB4hNXAFMR6aRJ6uysI5OZVxvIzi9oUFDJmddmgWrympiWTWpWHn6erpWOTQhhOTNmzGDcuHEcO3bMKq8fEBCAVqstMsualJRUZDb2ZmFhYQC0bduWixcvMmPGDB555JFix+r1evR6WRQqRFVhMMBNXxgVS1EgLk6the3Vy+phVZjMvNqAeY/XSs68+ri7Uq+G2ory+EWZfRXC0Wi1WvMsrDW4ubkRHh7OunXrCp1ft24d3bp1K/PrKIpSqKZVCFG1bdkC58+XfXxCgvVisQSZebWBynbXulHzIB/ir17jeGIat4fVqvTrCSHKb82aNYUeZ2aqne+eeeYZunfvbtV7T548mVGjRtG5c2ciIiJYuHAhsbGxjBs3DlC/8o+PjzcvKvvvf/9LgwYNaNGiBaDu+/rBBx/w3HPPWTVOIYTj+Omn8o0PDrZOHJYiyasNWGrmFdTk9e9jSRyTulch7Gbo0KGFHpvqTVu3bs1//vMfq957xIgRXL58mVmzZpGQkECbNm1Yu3YtoaGhgNooITY21jzeaDQydepUYmJi0Ol0NG7cmHfeeYdnnnnGqnEKIRzDypVwQ0PAWwoJUbfNcmSSvNpAdsGCrcruNgCyaEsIR2A0Ggs9Nu1P+OWXX9pkH9Tx48czfvz4Yq8tXry40OPnnntOZlmFqKbKWutqotGoia4993stC6l5tYEc04ItC828glrzWsX7SwghhBCiEspT6+rv7xzbZIHMvNpETkHNq15X+X/KNArwRueiIT07nwup2eYFXEII65o8eXKJ13JzcwF49dVXcXNzY86cObYKSwghSlTWhVcPPADLlzv+jKuJJK82YEpe3VwrP/PqpnOhUW0vTlzM4ERiuiSvQtjIvn37SrxmKNgU8cCBA+h08rEqhHAMZV14NWGC8ySuIMmrTeSaZ14rl7wu3aUuwjDtWvD97jh6t6hTueCEEGWyYcOGEq+Zal5/+eUXm9S8CiFEWfToobZ9Lal0QKNRrzv6Aq2bSc2rDZhqXi1RNgAQ5OsOwMW0bIu8nhBCCCGqFoMB3noLrl4t/rqpKZ8zLNC6WYVmXmNiYszdWsSt5Vho5tUksCB5TUyV5FUIe9m9ezc//PADsbGx5n1eH330UVxdXVm5cqWdoxNCVGcrV8LTT5fcChagVi1YuNA5FmjdrELZVJMmTejduzfffvst2dmSQN2KuebVQsmraeb1UnoOeQbjLUYLISzt+++/p3v37hw5coRVq1aRn58PwJYtW/Dz87NzdEKI6shggPXr4cEH1QVYpSWuAB4eMGSIbWKztAplU/v376djx468+OKLBAUF8cwzz/DPP/9YOrYqwWhULFbzauLn6Ype54JBUYhJzrTIawohyu7tt9/mo48+4pdffsHNzY133nkHUJsXNGjQwM7RCSGqm5UrITAQ7r5b3e6qLM6fV7fSckYVyqbatGnDnDlziI+PZ9GiRSQmJnLHHXfQunVr5syZw6VLlywdp9O6VtBdCyxX85qTlUHNzHO4XDnL4fgUi7ymEKLsTp8+zb333guAXq8nKysLgGeffZaFCxfaMzQhRDWzcmXZZlqLU9attBxNpaYCdTod999/P//73/949913OX36NC+99BL169dn9OjRJDjru2JBmTnq14kawFWrqdRrGfLz2fzTd8x5/mFSf/8Y/ZZPeXP8I2zbts0CkQohyqpWrVqkp6td7urVq8fRo0cBSE1NNSeyQghhbQYDPP98xZ9f1q20HE2lktc9e/Ywfvx4goODmTNnDi+99BKnT5/m77//Jj4+niGVLKbIz8/ntddeIywsDA8PDxo1asSsWbOKtGZ0ZBkFyaubzsXc/7wiFKOR1QvfY9OqJRgN+XjUqI3i6kFW6hWefvppVq1aZamQhRC30KNHD9atWwfAQw89xCuvvALAk08+SZ8+fewZmhCiGtmyBeLjK/bckBDn2yLLpEK7DcyZM4dFixZx/PhxBg4cyJIlSxg4cCAuLmouHBYWxmeffUaLFi0qFdy7777LggUL+Prrr2ndujV79uzh8ccfx8/Pj4nladZrR5k5pm2yKlfvunHVNxz5ZxMuWh2DnpyMb7MuLNx4Ar+jP5F7eifTp0+nadOmtGnTxhJhCyGKER0dTYcOHfj000/Ni1WnTp2KwWBg+vTpDBo0iNmzZ9s5SiFEdVHRL7g1GufcIsukQhnV/PnzGTlyJLGxsaxevZr77rvPnLiaNGjQgC+//LJSwe3YsYMhQ4Zw77330rBhQ4YPH06/fv3Ys2dPpV7Xlkwzr5Wpd004e5Jtv3wPwH1PTKJdtz4E+XmA1pXU1g9wZ6/e5OXl8eKLL5KTk2ORuIUQRXXq1Inw8HCWL1+Ol5cXAC4uLkyaNAlQF3LVrFnTjhEKIaqTkyfL/xxfX3VRlzNukWVSoeR13bp1vPLKKwQFBRU6rygKsbFqFyg3NzfGjBlTqeDuuOMO1q9fz4kTJwB1l4OtW7cycODAEp+Tk5NDWlpaocOeTDWv+gq2hlWMRtZ+/R8UxUjrrr1o370voHbZqunpChoNgX0ex6eGP7GxsXzzzTcWi10IUdi2bdvo1KkTU6ZMITg4mMcee6zUzltCCGEtK1fC9Onle46vL1y65NyJK1QweW3cuDHJyclFzl+5csWizQteeeUVHnnkEVq0aIGrqysdO3Zk0qRJPPLIIyU+JzIyEj8/P/MREhJisXgqIjO3oOZVW7Hk9VjUNi7EnMDN3ZO+Dz9d6FqQnwcAV3K19B7+OAALFiwgJUV2IBDCGiIiIvj8889JTExk/vz5nD9/nrvvvpv27dsDEF/R4jMhhCiHii7UWrQI3NwsH4+tVSijUhSl2PMZGRm4u7tXKqAbLV++nG+//ZalS5eyd+9evv76az744AO+/vrrEp8zdepUUlNTzUdcXJzF4qmI62UD5X+rFUVha0G5QJd+Q/Gp4V/oetANnbbadetDYIPGZGZmsnTp0kpGLYQojYeHB2PGjGHjxo2cOHGC4cOHA9CuXbtSvxkSQghLKO9CrZAQWLHC+WdcTcq1YGvy5MkAaDQa3njjDTw9Pc3XDAYDu3btokOHDhYL7uWXX2bKlCk8/PDDALRt25Zz584RGRlZYkmCXq9Hr9dbLIbKul42UP6a1zOH95J47hSuendu73d/ketBfgXJa1o2GhcXug18iFULIlm6dClPPvmkRf8hIYQoXuPGjXnhhRf44IMP8PHx4Y8//rB3SEKIKm716rKPfe01mDHDeRdnFadc04H79u1j3759KIrCwYMHzY/37dvHsWPHaN++PYsXL7ZYcFlZWUUWgmm1WqfaKsu020BFWsPuWb8GgI533oOnt2+R68EFM68X07IxKgqtbutBcHAwV65c4eeff65E1EKIsti0aRNjxoyhWbNmAAwaNEj2XRZCWNWLL8LHH5d9fJ8+VStxhXLOvJoWJjz++ON8/PHH+PoWTagsadCgQbz11ls0aNCA1q1bs2/fPubMmcMTTzxh1ftaUmYFywbSUpI5uV9tudup973Fjqnl7YarVkOeQeFKRi4BPnoeffRRPvjgA1asWMGDDz5YueCFEEXExcWxePFiFi9eTExMDN26deO9997j2Wef5ZNPPrH656IQovoaPBjKMzdVv77z7uVamgrVvC5atMgmH9CffPIJw4cPZ/z48bRs2ZKXXnqJZ555xqn2UTQt2Cpv8rp/y58oRiMhzVpTu27xvdJdNBoCC2ZfE9LUPScHDx6MVqtl//79nD59uhKRCyFu1rdvX8LCwpg3bx7Dhw/n6NGjbN26lccee8zeoQkhqrghQ8qXuII6Q1vVZl2hHDOvw4YNY/Hixfj6+jLsFhW/K1eurHRgAD4+PsydO5e5c+da5PXsIcPcpKDsf3oUReHAtr8A6HjngFLHBvm6cz7lGomp2bSt50ft2rW588472bBhA6tXr+bFF1+sePBCiEI8PDxYsWIF9913H9qq+DeCEMIhLV8Oa9aU7zmTJlWdBVo3K3Py6ufnZ25v6ufnZ7WAqpqKlA0kxp7mysV4dK5utAjvXurYwBvqXk2GDh3Khg0b+OWXX3jhhReK1A0LISpmTXn/9hBCiEoyGKAi1ZJDhlg+FkdR5uR10aJFxf5elM60VVZ5Fmwd3rURgCbtb0fv4Vnq2Dq+6s4Kl9Kvd9bq2bMnnp6eJCYmcvDgQfMelEIIIYRwLo8+CllZ5XtOVa11NanQlNy1a9fIuuGdPHfuHHPnzuXPP/+0WGBVRXlnXhVF4eg/mwFo3aXXLcfX9laT18uZORiM6v67er2e3r17A8h/EyGEEMJJ/fCDWjJQXlW11tWkQsnrkCFDWLJkCQBXr17l9ttv58MPP2TIkCHMnz/fogE6u0zzzGvZ/hRdjD3D1eSL6Nz0NG132y3H+3q44qZ1wajAlcxc8/l+/foB8Pvvv5fYVEIIIYQQjslggPHjy/ccH5+q1YygJBVKXvfu3UuPgvnoH3/8kaCgIM6dO8eSJUv4z3/+Y9EAnV1mrmnBVtne6hPROwFo1LoTrvpbNxlw0WgI8FF7vd1YOtCjRw/c3d25cOECx44dK2/YQgghhLCjLVsgObns4yMiICWl6ieuUM59Xk2ysrLw8fEB1K+lhw0bhouLC127duXcuXMWDdDZlbdswJS8NuvQtcz3qOPjzoWr2VzKuJ68enh40LVrVzZu3MimTZto2bJlOaIWQtystMVapjKqtWvX4unpyeDBg20VlhCiiipP+9du3aA69UepUPLapEkTVq9ezf33388ff/zBCy+8AEBSUpJs0H0Do1EhyzTzWob2sOkpl0mIOQEaDU07dCnzfQK8TYu2sgud79WrFxs3bmTz5s2MGzeuHJELIW42dOjQQo81Gk2RkpxHH30UUNtlCyFEZfz1V9nGubvD5s3WjcXRVKhs4I033uCll16iYcOGdOnShYiICECdhe3YsaNFA3RmpgYFULaZ19OH9gBQN6wZ3n41y3yf2j5FdxwAuPPOOwHYv38/KSkpZX49IURRRqPRfPz555906NCB3377jatXrxIXFwdA+/bt+f333+0cqRDC2a1cCYsXl23sM89U7cVZxalQ8jp8+HBiY2PZs2dPoQ/qPn368NFHH1ksOGeXWdCgwEUDOhfNLcfHHN4HQKPW4eW6jzl5zcgpNBMUHBxM8+bNMRqN0m9dCAuaNGkSH3/8Mf3798fX19dcRvX222/z/PPP2zk6IYQzMxjgX/8q+/ibvhSqFiq8e31QUBAdO3YstAH+7bffTosWLSwSWFVw4x6vpgYPJVEUhbNH9wMQ1qpDue4T4OWGBsjOMxaqewXo3l1tcrBz585yvaYQomSnT58utlmLr68vZ8+etX1AQogqY+ZMuHKlbGNr13bg/VyTkqz20hVKXjMzM3n99dfp1q0bTZo0oVGjRoUOobq+WOvW8/mXLpwjI/UKOjc99ZuUb3GVTutCLS91x4FTSRmFrnXtqi782rVrV7leUwhRsttuu41JkyaRkJBQ6Py0adO4/fbb7RSVEMLZDR0Ks2eXffyjjzpgycCJEzBiBDRqBDd9RlpKhRZsPfXUU2zatIlRo0YRHBx8y1nF6iqzHN21TCUDDZq1QefqVu571fbRczkzl9OXMunWOMB8vlOnTuh0Os6fP8/58+epX79+uV9bCFHYV199xf33309oaCgNGjTAaDQCcPHiRWkhK4SokJdegp9+Kt9zHKoF7PnzMGsWfPWVWvug0cAff8DYsRa/VYWS199++41ff/3V/JW0KF559niNORINlL9kwKS2t55jpHP6pplXLy8v2rZty759+9i1a5ckr0JYQJMmTThw4ADr1q3j2LFjXLt2jSlTprBjx45iywmEEKI0ubkwZ075nuMwJQOXL8M778Cnn0J2wa5H990Hb70F7dpZ5ZYVKhuoWbMmtWrVsnQsVU5Z93g1GgycO3YAgLBWFdutwbRo6/SljCLXunRRt92S0gEhLEej0dCvXz+efvpp81Z08i2UEKIi5s2D8jbDnDfPziUDGRnw5ptqecAHH6iJ6x13qN0Vfv7ZaokrVDB5nT17Nm+88YZ5Y25RvIwy1rxeiDlObnYWHl4+BDVoXKF7mZLXM5cyi1y7se5VWsUKUXlGo5HZs2dTr149vL29zYu03nzzTb788kur33/evHmEhYXh7u5OeHg4W7ZsKXHsypUr6du3L7Vr18bX15eIiAj++OMPq8cohCi78jYn7d0bhg+3Tiy3lJMDn3wCjRvD669DWhq0bw+//qpuOHvHHVYPoULJ64cffsgff/xBYGAgbdu2pVOnToUOoSrrzOuZgnrX0Jbt0bhUbAOI2gWNCuKvXjPf16RDhw64ubmRlJQkK6GFsIA333yTxYsX89577+Hmdr1GvVWrVnzxxRdWvffy5cuZNGkS06ZNY9++ffTo0YMBAwYQGxtb7PjNmzfTt29f1q5dS1RUFL1792bQoEHs27fPqnEKIcrmpZcgJqZ8z7HLdtIGAyxZAs2bw/PPq7sJNG4MS5fC3r0wcKBa52oDFap5vbnTjCheWRdsnS2od21UwZIBAE+9Di83LZm5BmKSM2lT73rdnV6vp2PHjuzatYudO3cSFhZW4fsIIWDJkiUsXLiQPn36FOpe16ZNG44dO2bVe8+ZM4cnn3ySp556CoC5c+fyxx9/MH/+fCIjI4uMnzt3bqHHb7/9Nj/99BM///yzNJURws5yc+HDD8v3nJdeArfyr+uuOEWBNWtg2jQ4fFg9FxwMb7wBTz4Jrq42DEZVoeR1+vTplo6jSsrIMS3YKrlsID8vl/OnjwLqzGtlBHjrybySxZmbkldQ61537drFrl27eOSRRyp1HyGqu/j4eJo0aVLkvNFoJC8vz2r3zc3NJSoqiilTphQ6369fP7Zv316m1zAajaSnp5e6biEnJ4ecnOt7RqelpVUsYCFEqcr7ZfWQIfD++9aJpVgbN8LUqWDaK75GDZgyBZ57Djw9bRhIYRVuUnD16lW++OILpk6dypWC3XT37t1LfHy8xYJzdmWZeU04exJDfh6ePn74B1VuJ4CAgtKBs8kl173+888/UvcqRCW1bt262DrT1atXW3U2Mzk5GYPBQGBgYKHzgYGBJCYmluk1PvzwQzIzM3nooYdKHBMZGYmfn5/5CAkJqVTcQoiiJk68PpFZFsOGwerVVgunsKgo6N9fLa7duVNNVKdOhTNn4JVX7Jq4QgVnXg8cOMDdd9+Nn58fZ8+e5V//+he1atVi1apVnDt3jiVLllg6TqeUkXvrmte4k0cAqN+kVaVXKvt7q98jFJe8tm7dGr1eT0pKCmfPnpXSASEqYfr06YwaNYr4+HiMRiM///wzoCaGv/zyi9Xvf/NnhaIoZfr8WLZsGTNmzOCnn36iTp06JY6bOnUqkydPNj9OS0uTBFYICxoyRP0mvjzGj7dOLIUcP64uwvrhB/WxTgfPPAOvvQZBQTYIoGwqNPM6efJkxo4dy8mTJ3F3dzefHzBgAJs3b7ZYcM6uLAu24k6q/+wKadq60vfzL5h5jblcNHl1c3OjTZs2ALJQQ4hKGjRoEMuXL2ft2rVoNBrefvttAL7//nv69u1rtfsGBASg1WqLzLImJSUVmY292fLly3nyySf53//+x913313qWL1ej6+vb6FDCGEZL71U/sTV3x969bJKOKrz5+Ff/4LWrdXEVaOBxx5Tk9lPP3WoxBUqmLzu3r2bZ555psj5evXqlfmrq+ogy1Tz6lp8zauiKJw/pc68hjRtVen7BRTMvMYUM/MKmL/OlORViIrLz89n5syZtGrVik2bNpGRkWH+3OvTp49V7+3m5kZ4eDjr1q0rdH7dunV069atxOctW7aMsWPHsnTpUu69916rxiiEKFlFFmgBLFxopT1dL19Ws+kmTeCLL9QdBe67D6Kj4Ztv1D1cHVCFkld3d/diC/iPHz9O7dq1Kx1UVZFxi5nXKxfjyUpPRatzJbhh00rfz99LnXm9mpXH1azcItdN25hJ8ipExel0Ot5//30MBoNd7j958mS++OILvvrqK44ePcoLL7xAbGysedeDqVOnMnr0aPP4ZcuWMXr0aD788EO6du1KYmIiiYmJpKam2iV+IaqzxhXYyn35crXe1aIyMmD2bDU5/fBDde/WHj1g61arNxiwhAolr0OGDGHWrFnmVbUajYbY2FimTJnCAw88YNEAnVnmLWpeTSUDdcOaoXOt/L4XbjoXgnzVMo7iZl87dOgAwOnTp7l69Wql7ydEdXX33XezceNGu9x7xIgRzJ07l1mzZtGhQwc2b97M2rVrCQ0NBSAhIaHQnq+fffYZ+fn5PPvsswQHB5uPiRMn2iV+IaqrwYPVb+fLY/hwKGVtZfnl5KgdERo1Ure6SkuDDh1g7VrYtAm6d7fgzaynQgu2PvjgAwYOHEidOnW4du0aPXv2JDExkYiICN566y1Lx+i0brXbgHmxlgVKBkwaBniSmJbN2cuZdGxQs9C1mjVr0rBhQ86ePcv+/fvp2bOnxe4rRHUyYMAApk6dyqFDhwgPDzcvllq7di2enp4MHjzYqvcfP34840tYvbF48eJCj+2VZAshrlu+XJ3QLA+dDr7/3kIBGAzw7bcwfTqcO6eea9JEnX196CGoYIMke6lQ8urr68vWrVvZsGEDUVFRGI1GOnXqdMtFANXNrdrDWnKxlklYgBc7z1whppg2saDWvZ49e5Z9+/ZJ8ipEBf3f//0foDYMuNHIkSPRaDR2KykQQjie3FwYObL8z/vuOwvUuSoK/PST2mDgiDphRt266qzrE0/YpcGAJZQ7eTUajSxevJiVK1dy9uxZNBoNYWFhBAUFlXm7luog32AkO88IFF82kJWRxuWEOABCmlhw5tXfC4CYy1nFXu/YsSOrVq2SulchKsFoNBZ6nJaWhp+fH1evXpWV+UIIsx9/VCc2y7u9+uDBFigX2LBB3Zt11y71cc2aaoOBCRPsvk9rZZVrnlhRFAYPHsxTTz1FfHw8bdu2pXXr1pw7d46xY8dy//33WytOp5OZe33mpbiygfMFJQP+wSF4+vgVuV5RYQFq8lrcXq9wfceBgwcPWrUTkBDVRXZ2tr1DEEI4oH//Gx58sPyJa9eu6mRphUVFQb9+cNddauLq6Qmvvqo2GPj3v50+cYVyJq+LFy9m8+bNrF+/nn379rFs2TK+//579u/fz19//cXff/8tDQoKmOpddS4adC5FZ6NNLWEtOesKhZPX4jppNWrUCF9fX65du8aJEycsem8hqguDwcDs2bOpV68e3t7exMTEAPDmm2/y5Zdf2jk6IYS9LV9esTaubm7qgv8KOX5czZY7d4Z169SSgAkT4PRpeOsttbVrFVGu5HXZsmW8+uqr9O7du8i1u+66iylTpvDdd99ZLDhnllWw04CXXldsKUVCjJo41m3U3KL3DanliUYD6Tn5JGcU3S7LxcWF9u3bA2o7XyFE+b311lssXryY9957Dze36zuFtGrVii+++MKOkQkh7O2HH+Dhhyv23GXLKlDnGhcHTz2lNhj48Ue1wcCoUWoy+8knDtdgwBLKlbweOHCAe+65p8TrAwYMYP/+/ZUOqirIKGhQ4K0vWlasKAoXzhYkr2HNLHpfd1ctdf08ADhbTKctuL5l1oEDByx6byGqiyVLlrBw4UIeffRRtDf8TdOmTRuOHTtmx8iEEPa0cmXFa1WXLi3nfq7JyfDii9C0KXz5pbqjwKBBsH8/LFkCVbgNfLmS1ytXrpTagjAwMJCUlJRKB3Wj+Ph4HnvsMfz9/fH09KRDhw5ERUVZ9B7WkJGtzrwWl7ymJF0gOzMDrc6VOvUbWvzeptKBkjpttSvYfPjgwYMWv7cQ1UF8fDxNmjQpct5oNEotuRDVlMGgfktfEaGh8MgjZRycng6zZql7tc6Zo+7deuedsG2b2ne2bduKBeFEypW8GgwGdLqSNyjQarXk5+dXOiiTlJQUunfvjqurK7/99htHjhzhww8/pIYT1G2Ytsny0hed/78QcxKAwAaN0Oosv03FrRZttW6tbs117tw56bIjRAW0bt2aLVu2FDm/evVq86JIIUT18ttvkJBQsecePVqGQTk58PHHapuu6dPVJLZjR/XGGzdCKS2iq5pybZWlKApjx45Fr9cXez0nJ8ciQZm8++67hISEsGjRIvO5hg0bWvQe1nI9eS36FifEHAcsXzJg0vAWM681a9akQYMGxMbGcujQIbo7SUcNIRzF9OnTGTVqFPHx8RiNRn4u2H38ww8/5JdffrFzdEIIW2vUCArWbZbbkCHg4VHKAIMBvvlGTVhN3fOaNlUbDDz4oNM1GLCEcv3EY8aMoU6dOvj5+RV71KlTp1BP7cpas2YNnTt35sEHH6ROnTp07NiRzz//vNTn5OTkkJaWVuiwB9NuAz7uRZPXC6bFWmGWXaxlEhagboNRUvIKam0eSOmAEBUxaNAgli9fztq1a9FoNLz99tsAfP/99/Tt29fO0QkhbEmvr1ziunp1CRcVBVatUssAHn9cTVzr1oXPPoPDh2HEiGqZuEI5Z15vnAG1hTNnzjB//nwmT57Mq6++yj///MPzzz+PXq8vMUmOjIxk5syZNo2zOOaZV7fCb7HRaCDh3CnAijOvBY0Kzl3OKrFxRNu2bVm7di2HDh2ySgxCVHX9+/enf//+wPUmBX369LFzVEIIW3JxKf8+ribp6eDtXcLFv/9WGwz884/6uGZN9fGECbeYpq0eHDplN7Wdffvtt+nYsSPPPPMM//rXv5g/f36Jz5k6dSqpqanmIy4uzoYRX2dKXr1vmnlNvhBHXk42rnp3/IPrW+XeIbU80bpouJZn4GJa8aUcbQsKumXHASGEEKL8vL0rnriuWFFC4rpnj9pgoE8fNXH19FRbu545Ay+/LIlrgXK3h7Wl4OBgWrUqvIl/y5YtWbFiRYnP0ev1Jdbk2pKpbODm3QYuFNS7BjdsiotLZZsWF89V60JITQ/OXs4iJjmTID/3ImNatmyJVqvl0qVLXLx4sdRdJIQQaq14Se2vTQ1BQkND0Wg0XLlyxZahCSFsLDQUMkuuzCvV6NHFbIl17Bi89pqa1YLaYGDcODVxlb+fi3Do5LV79+4cP3680LkTJ04QGhpqp4jKrqQFWwkFOw1Yq2Rg6S61mNvUknb57jgiGvsXGefp6UmTJk04fvw4Bw8elORViFuYO3eu+feXL1/mzTffpH///kRERJCdnc0rr7wCwOuvv26nCIUQtjB48PV1UxVRaOlObCzMnAmLF4PRqDYYeOwx9VwV3qe1shy6bOCFF15g586dvP3225w6dYqlS5eycOFCnn32WXuHdksl7fN6wco7DZj4e6uzz5czSt4BwlQ6IIu2hLi1MWPGmI9t27Yxa9Ysli1bxvPPP8+4ceMAmDZtGps2bbJzpEIIa7l2DQo2F6mQl19WW8CSnAyTJ0OzZvDVV2riOmQIHDhQ5RsMWIJDJ6+33XYbq1atYtmyZbRp04bZs2czd+5cHn30UXuHdkuZuUWTV0N+Hhfj1CWJ1tppwCTAS21ZmZxZtEWsiSSvQlTMH3/8UWy3wT59+vDXX3/ZISIhhC3UqVPx5778Mrz3ero6q9qoEXz0kbp3a8+esH27uu1AwU5AonQOXTYAcN9993HffffZO4xyM7WH9dLryMpVf38xLgZDfh4eXj7UqG3dXsMB5Zh5PXToEEajEZdquuWGEOXl7+/PqlWrePnllwud/+WXX/D3L1qmI4Rwfno95JY8H1SiunUh5mg2bl8tgEZvqbOuoDYYiIxUF2iVUE8viufwyauzyshWW0R663VcSlcTSPNirbBmJS78sBRz2UBmLgajgtal6P2aNGmCXq8nPT2dc+fOESZfUwhRJjNnzuTJJ59k48aNREREmBu0zJw5ky+++MLO0QkhLCk3V01cK+K7r/MZafgG2s4o3GDgzTdh+PBqu09rZcm7ZiWZBTOvN5YNXG9OYN16V4Aanq5oXTQYjAoXrl4rdoyrq6t5NwcpHRCi7MaOHcv27dupUaMGK1eu5KeffgLgzz//ZOzYsfYNTghhMf/+d0UTV4XNk1Yy8p128MQTauJarx4sXKg2GHjoIUlcK0HeOSvJNO82cH07LGvvNHAjF42GWp5q3evZy7futCXNCoQom7y8PB5//HFq167Nd999x969e9m6dSsAnTt3tnN0QghL+fe/4f33y/+8u1jPIa+u9Jj7ABw9CrVqqS908iT861/qNliiUiR5tQJFUcjILdykIDcnm0vx5wDrL9Yy8fcuSF5LaRPbrl07QJoVCFFWrq6urFq1yt5hCCGsKDe3/IlrZ3azjrtZz920zvwHvLzUvVvPnIGXXpIGAxYkyasVZOUazF03TGUDiedOoShGfGr441PTNgs6TIu2zpSSvJpmXo8ePUpeXp5N4hLC2d1///2sLrEhuRDC2ZUnz2zBUX7kAXZzO3ezHoPWFZ57Dk6fhtmzwc/PeoFWU7JgywpMDQpcNODhqpYNmOpdg8Oa2iyOssy8hoaG4uvrS1paGidOnKB169a2Ck8Ip9WkSRNmz57N9u3bCQ8PR6tV/z9fsGAB7u7uPP/883aOUAhRUaGh6rartxJCLDOYwRi+RosRIxp+dB/FQ0dnQsOGVo+zOpPk1Qpu7K5l2lXgenMC25QMwPWZ17OXs0oco9FoaNOmDdu3b+fQoUOSvApRBl988QU1atQgKiqKqKgojAV/0/33v/9Fq9VK8iqEkwoNvXX3rAAu8SpvM5556FH3zlrFUD6q9SabL8vfobYgyasVmBZr3bjTQIINdxow8S9oVBB3JYs8gxFXbfFVIm3btjUnryNGjLBZfEI4q5iYmEKP09LS8PPz4+DBg/j6+topKiFEZfj5QVpaydd9SGMyc3iRD/EhA4AN9GIqkdS8pyubf7NRoEJqXq3B1BrWqyB5vZaZzpWLFwB1j1db8fVwxVWrId+ocD6l+O2yAPNsq+w4IET5JCcnc/nyZXuHIYSopFq1Sk5c9WQziY84TWNmMBMfMoiiE/34g7v4G0PnrvwmiatNSfJqBRk3zbwmnFW3yKpZOxhPb9vNyrhoNPh7FZQOlFL3auq0dfLkSbKzs20SmxDO6urVqzz77LMEBAQQGBhInTp1zA0+rl69at/ghBDlptVCSkox58nncb7iBM34iMnUJpnjNONB/sdt7GYd/XjhBQ27d9s+5upOygasIDO3cPJ6fbGW7WZdTfy93UhMyyYmOZPeJYwJDAwkICCA5ORkjh49SseOHW0aoxDO4sqVK0RERBAfH8+jjz5Ky5YtURSF/fv38/XXX9O3b1927txJzZo17R2qEKIMim92qTCMlbzJa7TkGABx1Gcm01nMWAwFqdPly+qMrbA9SV6twFQ2cHPyWteGOw2YmGdeS2lUoNFoaN26NZs2beLw4cOSvApRglmzZuHm5sbp06cJDAw0n09LS+Prr7/G1dWVWbNm8dFHH9kxSiFEaXJz1e6ss2cXvdaHv3ibV7kddTo1GX8imco8xpPN9f2zwsMlcbUnKRuwgoyC1rCmmtcEO+w0YBJQsF1WTCllA3C9dEDaxApRstWrV/PBBx8USlxvNGvWLGlgIIQDM7V7vTlxvY1/+Is+/EVfbmc3GXgxi9dpzGnm8GKhxNXXF/bssXHgohCZebWC67sNaLl06RJpV5JBoyEotInNY/Ev2C7rVsmradHW4cOHrR6TEM4qISGh1O3kWrZsSWJiog0jEkKUVXHtXltwlDd5jQdYCUAObixgHG8xjUvUKfZ1UlOtHam4FZl5tQLzgi13nXkFf0BwCHoPT5vHYpp5vXD1Gjn5hhLHmTptnTlzhszM0hNdIaqrgIAAzp49W+L1c+fO4e9vmw56Qoiyu7ndawixfMkTHKIND7ASAy4sZgzNOc4kPi42cdVoMHfPFPYlyasV3NikwJS82qNkANS6Wy83LUZF3e+1JAEBAQQHB6Moisy+ClGCe+65h2nTppGbm1vs9bfeeot77rnHxlEJIW5Fr34JSW2S+IhJnKQpT7AILUZWcj9tOcjjLOYcDUt8jbJ03RK2IWUDVnBjk4KtBTWk9lisBepirIYBXhy+kEZMchZN6viUOLZNmzYkJCRw+PBhbr/9dhtGKYRzmDlzJp07d6Zp06Y8++yztGjRAoC9e/cCcPz4cZYuXWrPEIUQN4iNVbtm+ZDGi3zIZOaYGwz8TW+mEsk/dLnl68iMq2OR5NUKzDOvblq7z7wChJmT1wyg+IUmoCav69atk0VbQpSgfv367Nixg/HjxzN16lSUgr/RTG2g//jjD0JCQuwZohCigKsraPOzeYF5vMrbBKA2FNlDOFOJ5C/uBordK8vMwwOySv7SUtiJlA1YgSl5zUm7TEpKCi5aLYEhjewWT1iAFwAxyaX/HyiLtoS4tbCwMH777TeSk5PZuXMnO3fu5PTp0wA0btzYJjHMmzePsLAw3N3dCQ8PZ8uWLSWOTUhIYOTIkTRv3hwXFxcmTZpkkxiFsCedJp/R+V9ygmbM4UUCuMwxmjOcH7iN3fxFX26VuD77rCSujkpmXq3AtM/rpVi1s1ad+mHo3NzsFk/j2t4AnEpKL3WcadFWbGwsV69epUaNGtYOTQinVbNmTXN5TVppDdEtbPny5UyaNIl58+bRvXt3PvvsMwYMGMCRI0do0KBBkfE5OTnUrl2badOmyf6zoupTFJ6ru4JDvEYL1G0q46jPDGbwNWPMDQZuJScH7PjXtrgFmXm1AlPNa/wZU3MC23fWulGzQLXO9VhiuvlrzuL4+fmZ//KT2VchHNOcOXN48skneeqpp2jZsiVz584lJCSE+fPnFzu+YcOGfPzxx4wePRo/P78y3SMnJ4e0tLRChxAOTVG4tmYdu11u55PEB2nBcZLxZzIf0pSTfMWTZU5cFUUSV0cnyasVmMoGzp1U28rZs94VoHEdL7QuGtKz80lMyy51rGn21VSrK4RwHLm5uURFRdGvX79C5/v168f27dstdp/IyEj8/PzMh9TxCof2zz/843s3HkP6cRt7SMebmbxBI87wEZPJwb1ML/PYY7Iwy1lI8mphiqKoyati5PQJNXkNttNOAyZ6nZZGBXWvxxLLVjogyasQjic5ORmDwVCkw1dgYKBFmyNMnTqV1NRU8xEXF2ex1xbCYo4cwTh0GHTpwu0Zf5ODG3OZSGNOM4OZpONb5pdq3Bi++caKsQqLkuTVwrLzjBgV0GQkk5mZgbu7O3XqNbR3WDQPUksHjpcxeZWyASEcl2l3AxNFUYqcqwy9Xo+vr2+hQwiHce4cPP44xjZtcflpFQZc+IrHacYJXmBuiZ2xShIWBqdOWSlWYRWSvFqYqWTA5ao6U9GyZUtctFp7hgRAizImr61atUKj0ZCQkEBycrItQhNClFFAQABarbbILGtSUlKR2VghqpykJJg4EaVZM1i8GBfleoOBJ/mKWELL/ZITJ8KZM1aIVViVJK8WZkpe9enxwPWZTHu7cdFWaby8vGjUSN3WS0oHhHAsbm5uhIeHs27dukLn161bR7du3ewUlRBWlpYG06dDo0bwn/+gyc1lPXfRhZ08wEqO0qpCL5uTA3PnWjZUYRuSvFpY5k0zr23btrVnOGYtg9Wv/U4nZZCbX3qPO6l7FcJxTZ48mS+++IKvvvqKo0eP8sILLxAbG8u4ceMAtV519OjRhZ4THR1NdHQ0GRkZXLp0iejoaI4cOWKP8IUou+xs+PBDNWmdNQsyM9lNZ+5mHXezvkydsUoiOwo4N9nn1cIycvLBaMBw5TygJoI7kuwcFFC/pge+7jrSsvM5cTGdNvVK3jKnTZs2/PTTT5K8CuGARowYweXLl5k1axYJCQm0adOGtWvXEhqqfmWakJBAbGxsoed07NjR/PuoqCiWLl1KaGgoZ8+etWXoQpRNfj4sXgwzZ8J59e/So7TgNd5kJcO4VXOBW5EdBZyfJK8WlpGdjyY9EQx5eHt7Exoayo6k8/YOC41GQ5t6fmw/fZnDF1JvmbyCOvNq6YUgQojKGz9+POPHjy/22uLFi4ucK21/ZyEchtEIK1bA66/DcbXBQCwhzGAGSxhd5n1aSyP/K1QNUjZgYZm5+bikqCUDbdq0wcXFcd7itgUJ68H41FLHtWjRAp1Ox+XLly26/Y4QQghRhKLAn3/C7bfDQw/B8eNcIoAXmEMzTrCIJyqduPbtK4lrVSIzrxaWnp1vrnd1lMVaS3epXyGmXssD4FB86d1y3N3dadq0KUePHuXgwYMEBwdbPUYhhBDV0K5dMHUqbNgAQDrefMiLzGFyufZpLU1WFnh4WOSlhINwnGnBMoiMjESj0TBp0iR7h1KizJx8XFLUZLFdu3Z2jqawujXU/3uPJqSRbyh90Vbr1q0B2e9VCCGEFRw+DPffD127woYN5ODGR0yiEWeYyQyLJK5ubupsqySuVY/TJK+7d+9m4cKFDpcQ3uxqWjqaNPWr9vbt29s5msJqebmh17mQk2/kZFJGqWNlxwEhhBAWd/YsjBkDbdvC6tUYcOFLnqApJ5nMRyRT2yK3SUpSt8ISVZNTJK8ZGRk8+uijfP7559SsWdPe4ZQq9vQJNCh41vCnTp3ydfmwNheNhvo11X+C7ou9WurYGzttyWIPIYQQlVLQYIBmzWDJElAUfuQB2nCIp/iSOBpY7FaKArUtkwMLB+UUyeuzzz7Lvffey913333LsTk5OaSlpRU6bCkhRl0hGRzW3Kb3LasGtTwB2BubUuq4pk2b4urqKn3NhRBCVFxqKrzxhrnBAHl5/EUfbmcXD/Ijx2hpsVudPCmLsqoLh09ev//+e/bu3UtkZGSZxkdGRuLn52c+QkJCrBxhYcmxJwEIaeSoyasXAHvPlZ68urm50bKl+qFy8OBBq8clhBCiCrl2DT74QE1aZ8+GzEz+4Tb68Bd9+Yvd3G6xW7m6qklrkyYWe0nh4Bw6eY2Li2PixIl8++23uLu7l+k5U6dOJTU11XzYetbw6vlTAIQ1b23T+5aVaeb1THImVzJzSx0ri7aEEEKUS34+fP45NG0KL78MV65whJYMYwVd2MXf9LHo7ZKSILf0v8pEFeTQyWtUVBRJSUmEh4ej0+nQ6XRs2rSJ//znP+h0OgwGQ5Hn6PV6fH19Cx22cvHiRfIyUlDQ0LyF5b4KsSQPNy1N6ngDsO8WpQOmuleZeRVCCFEqoxF++AFat4ann4b4eGIJ4XG+oh0HWGWBzlg3OnNGalurM4fe57VPnz5FEqfHH3+cFi1a8Morr6DVau0UWfEOHDgAgOIbxIGL2WTuir3FM+wjvEFNTiVlsPtsCn1aBpY4rm3btgAcOXKE/Px8dDqH/uMihBDC1kwNBl59FfbuBeASAbzFNBYwjhzK9q1pWZ05A2FhFn1J4YQcOhvx8fEpstG/l5cX/v7+DtMA4Eam5NVYswHuro6VWN/o9rBaLN8Tx44zl0sd17hxY7y9vcnIyODUqVO0aNHCRhEKIYRweDt3qg0GNm4EIA0fc4OBDHwsfjtZjCVMHLpswNncmLx6OHDyGtHYH4BD8amkZ+eVOM7FxcU8+7p//36bxCaEEMLBHToEQ4dCRARs3Eg2eubwAo05zSymWzRx9feHhARJXEVhTpe8bty4kblz59o7jCIMBoN5Q3915tVx39q6NTwI9ffEYFTYffZKqWNNjRYkeRVCiGquoMGA0q4d/PSTucFAM07wInMs1mDARFEgORmCgiz6sqIKcNwMy8mcPn2arKwsFK0bik8gep3jzrwCRDRSZ193nC69dECSVyGEqN5y4y6yucPz5IapDQY0VmwwAHD+vMy0itJJ8moh5pKBGvVxc9WhdbHcqkprMJUObD1VtuT1zJkzpKamWj0uIYQQjuHiiVTe1LxOboPG3Ln/E9zIYx13cxv/WLzBAMDly2rSWq+eRV9WVEGSvFqIs9S7mnRvEoBGA0cT0riYll3iuJo1a9KggfqvatkySwghqrbERKihv8bLmvfRNW/Ea7yJN5ns4nbuYj39WMcebrPoPU0zrbVqWfRlRRUmyauFmBI7Y81Qh653NQnw1tOufg0ANh5PKnWslA4IIUTVdeQIaDSg0+TzevDnHMptyvv8G3/UBgP3s5Ku7GQDd1n0vvv2yUyrqBjHz7KcQFZWFidOnAAcf5ssgKW7Ylm6K5YALzcAluw4V+p4SV6FEKLquHRJXcWv0ahHm9ZGHuR/HKEVn/M09YnnHA0YyyLacpDV3I8lGwyMGaMmrR06WOwlRTXj0Pu8OovDhw9jNBrxqenPNQ8/3B18sZZJ8yAf1h9L4lRSBrn5Rtx0xf9bpkPBJ8yBAwcwGo24uMi/eYQQwpnExkJo6M1nFfrzB2/zKp3YB0AStc0NBnLRWzQGDw+4ehXc3Cz6sqIakuTVAqKjowEIbNicJNQWrM6gbg0PvPQ6MnPyeff3YzSu7W2+NrLL9dWjzZo1Q6/Xk5qayrlz5wiT9iZCCOHwYmKgUaPir3VlB5FMpRebALXBwAe8xEe8YJUGA1evgp+fxV9WVFMyhWYBewta4vmHqh2onKHmFcBFo6F5oJqwHk9ML3Gcq6uruaOZKVEXQgjhWK5dgwcfvF4OUFzi2ppDrGYIO+hGLzaRjZ4PeJFGnGE2b1g8cT18WC0RkMRVWJJzZFkOzGg0sm+f+nWLT/1mAA5f83qjZoHqB9XxiyUnr3C9dMCUqAshhLCfa9fg4YevJ6oaDXh6wo8/Fj++ITF8zWgO0I4hrMGAC5/zFE05yct8wGUCLBZbrVrXu2K1amWxlxXCTJLXSjp9+jSpqal4eHigrakumXSGrbJMmtbxwUUDl9JzuJKZW+K48PBwAKKiomwVmhBCCMBggGXLwMWlcKK6fPmtn1uHi/yH5zhOc0bzDS4o/MBwWnOYp/mc84RYLM49e9SE9fJl6YolrEuS10oyzbq2a9eOjDy1JYizLNgCtT63QS1PAI4lppU4rmPHjgDExMRw5UrpLWWFEEJU3KVLEBx8PVHV6WDkyPJ1nfLjKrN5jTM04jk+xY08/qAf4ezhIX7gOC0sEmv79mo9q6JAwRyHEFYnyWslmWYiO3XqRNq1fADcnWTBlknLYF9AbVhQkho1atCkSRNASgeEEKKiDAZYuRLq1Cn8lf+NR506arOAinDnGi/xPmdoxGu8hRdZ7KQLvfmbe/iDvVQ+wzTVsSoKREdLPauwPUleK8k089qpUyfSsvMA51mwZdKqIHmNSc7kWq6hxHFSOiCEEGVz7Ro88YT69f6NialOBw88oM6uWpKOPP7FQk7RhPf5N7VI4TCtGMoqItjBRnpX6vX9/aWOVTgO58qyHExSUhJxcXG4uLjQoUMH0rPVmVdnqnkF8PfWE+irx6iUXjpgSl5l5lUIIa67dg2eegpq1ixck7pokXrNmjQYGcH3HKEVC3mGelzgLKGMYTHtOMBPDKWiDQbq1oWkJDVhTU6WOlbhOCR5rQTTrGvz5s3x9vYm7Zpp5tW5kle4Pvt6pJTSgU6dOqljjhwhKyvLJnEJIYSjMBjgt9/grrvUFfXu7uoiKk9P+PJLtfbTdhTu4TeiCOd7HqEpp0iiNs/zMc05zhLGYKR8fxdpNGrCnZ+vJqzx8VC7tpXCF6ISpElBJZi+Pu/YsSMGo0J6TkHNq1Mmr35sOH6JExfTyTMYix1Tt25dgoKCSExM5MCBA3Tt2tXGUQohhHUYDLBxI/z1F/zzj1pzmpGhJnHZ2eoMakaGvaNURbCdSKbSk80ApOLLB7zEXCaVe5/WunXVulVJUoUzkeS1Ekxfn3fq1In0gnpXcL6aV4C6Ndzx83Al9Voep5KK/4TWaDSEh4fz66+/EhUVJcmrEMLp3Jik7t6tJqVpaXDsmDrj6MjacJC3mMZgfgYgGz2fMoF3mFKufVrvugt++gm8vW89VghHJMlrBaWnp3P06FFArQVNyVKTV73OBZ2L8yWvGo2GVsG+7Dhz+ZalA7/++qvUvQohHIIpGd24EYxGqFHj+tf3NWrAlSsQG6vOoMbFqbOquSVvae2QwjjDTKbzKN/hgkI+WhbxOLN4o0z7tGo0MHUqTJ8Obm42CFgIK5PktYL27NmD0WgkNDSUoKAg9samAODpZNtk3ahVXTV5PZqQRr7BiE5bNAk3LdqKjo4mLy8PV1dXW4cphHBwBgNs2aKuTg8Ohh49QFvMR2Nx46DwuW7dYPt29XGdOur1xER1tf7Zs2qNZlrJ/952aoEk8hpv8jQLcUOdIPkfD/I6szlB81Kf6+sLR45AvXq2iFQI25LktYJ27doFQJcuXQC4mqX+U97TzXnf0ob+Xni4asnKNRB1LoUujfyLjGnatCl+fn6kpqZy6NAhc/MCIYQAdQ/TiRPh/Pnr5+rXh48/hmHDSh/nX/CRc/ny9XNarZrkVid+XOVl3mcSc/FCXRz7O/2ZxlvF7tNavz7s3St1q6L6cL7vtx3EP//8A8Dtt98OQEqm+q9iZ5551bpoaBGkFvv/eeRisWNcXFzMCfvOnTttFpsQwvGtXAnDhxdOSEFdtT58uHq9tHGXLxdOXKF6Ja4eZPEy73GGRkzjbbzIYgdd6cUGBvA7ewmndu3r+62ajrg4SVxF9SLJawWkpKRw7Ngx4PrMa0rBzKuHEyevoJYOAPx5JBGlhF6EpoVaptlnIYRtzZs3j7CwMNzd3QkPD2fLli2ljt+0aRPh4eG4u7vTqFEjFixYYPGYDAZ1JrW4jw3TuUmT1HrTksZVVzryeJrPOEUT3uMVc4OBx7xXc3Hldtbn9zInqklJst+qEJK8VsDu3btRFIXGjRsTEKCu8LyaZZp5dd6yAYCmdXzQuWiIu3KtxIVbpuR13759ZGdn2zI8Iaq95cuXM2nSJKZNm8a+ffvo0aMHAwYMIDY2ttjxMTExDBw4kB49erBv3z5effVVnn/+eVasWGHRuLZsKTqTeiPTDOG8eaWPqy5cXaHr7UYyv1hGXpNWfMY46pIADRvC11/TOv8A36YPYej9mmLrhYWoziR5rQBTycCNW0WlmGtenftTxk3nQrNAtXTglwMJxY5p2LAhgYGB5Obmmhs1CCFsY86cOTz55JM89dRTtGzZkrlz5xISEsL8+fOLHb9gwQIaNGjA3LlzadmyJU899RRPPPEEH3zwgUXjSij+46KI06cteluH5uEBHTrA2rXXN/5XFFCMCrk//caOnE54PjUSTp1SV6P95z/qnl2jRxe/wk0IAUjyWiGmWk9TvSvcOPPq/B847er7AfDz/gvFlg5oNBqpexXCDnJzc4mKiqJfv36Fzvfr14/t27cX+5wdO3YUGd+/f3/27NlDXl5esc/JyckhLS2t0HErwcFl+xkaNy7bOGfi4QEBAer+qb//fj1RzcqCfftgwIAbctFt26BnTxg4EPbvV7cFmD1bzeqfew70erv+LEI4A0leyyk5OZnTp0+j0Wi47bbbzOdTqsBuAyYtgnzxdNNyPuUa0XFXix0TEREBSPIqhC0lJydjMBgIDAwsdD4wMJDExMRin5OYmFjs+Pz8fJKTk4t9TmRkJH5+fuYjJOTWe4n26KGuetdoir+u0UBICIwfX/o4R+Lvr8Zcu7baDrZ2bQgNVbfvev99yMm5nqReugTr10P//iVMmh44AIMGwR13qDUW7u7w0ktw5gy89pp0DBCiHJw/07IxU8lAixYtqFmzpvl8ShWaeXXTudC3VSA/RV9gzf4LdGxQs8gY08zroUOHSE9Px8enfC0JhRAVp7kp81MUpci5W40v7rzJ1KlTmTx5svlxWlraLRNYrVbdDmv4cDUxvfFLG9Nt5s5VN8kvaZytabXqTHD9+urjnBy15HTMGHUW1SLf3J85A2+8AUuXqj+sVgtPPKGeM91YCFEukryW07Zt24DryZvJ1SpS82oyqF1dfoq+wK8HEnjt3lZoXQr/JRccHExoaCjnzp1jz5499O7d206RClF9BAQEoNVqi8yyJiUlFZldNQkKCip2vE6nw9+/6F7OAHq9Hn0Fvr4eNgx+/LH4fV7nzr2+z2tJ4yq6z2tAgPpNfPPmpXfYAnBxUWdP77oLevWyYmlpQgK8+SYsXHi97+xDD6klAs2aWemmQlQPkryWg6Io5i1pephawRSoSmUDAHc2q42vu46k9Bz+iblCROOif8l17dqVc+fOsX37dklehbABNzc3wsPDWbduHffff7/5/Lp16xgyZEixz4mIiODnn38udO7PP/+kc+fOVumQN2wYDBly6w5bJY2DsnfYql1b7SBVUgcvu7h6Fd57T51ezlIbDNC/P7z9NnTqZNfQhKgqqkamZSPHjh3j0qVLeHp60rlzZ/P57DwD2XlGoOrMvLrpXBjQJpjle+JYs/9CscnrHXfcwfLly9m8eTOvvvpqqV9bCiEsY/LkyYwaNYrOnTsTERHBwoULiY2NZdy4cYD6lX98fDxLliwBYNy4cXz66adMnjyZf/3rX+zYsYMvv/ySZcuWWS1GrVad1azouJvPleW17C4rCz75BN555/rUb9euEBnpJD+AEM5DFmyVw+bNmwF1xtHNzc183jTrqnPRoNdVnbd0cIe6APx64ALXcot+bxcREYGrqyuxsbGcPXvWxtEJUT2NGDGCuXPnMmvWLDp06MDmzZtZu3YtoaGhACQkJBTa8zUsLIy1a9eyceNGOnTowOzZs/nPf/7DAw88YK8foWrJy4MFC6BJE5gyRU1c27SBn35Sp4wlcRXC4hw604qMjOS2227Dx8eHOnXqMHToUI4fP263eEosGShoDVvD07VKzT5GNPKnfk0P0rLzWXuw6CaOXl5e5hnoTZs22To8Iaqt8ePHc/bsWXJycoiKiuLOO+80X1u8eDEbN24sNL5nz57s3buXnJwcYmJizLO0ohKMRli2DFq2hP/7P7WuoWFDWLIEoqNh8GDn2FJBCCfk0Mnrpk2bePbZZ9m5cyfr1q0jPz+ffv36kZmZafNYUlNTiY6OBoomr6bFWjU83W5+mlNzcdHwyO0NAFj2T/Hde3r27AlI8iqEqCYURe060KkTjByp7s8aGKiWDBw/DqNGOVABrhBVk0Mnr7///jtjx46ldevWtG/fnkWLFhEbG0tUVJTNY9m+fTsGg4HGjRtTr169QtdM22TV9LT84gd7ezC8PloXDXvOpXD4QmqR66bkNSoqyi7/qBBCCJvZuhXuvBPuvfd6g4E331Q7ZE2YoO4DJoSwOodOXm+WmqomT7Vq1SpxTEU6w5SFqWTgxq/nTJIzcgCo7VP1OqPU8XVnQJsgAL7cElPkesOGDQkNDSUvL8+8jZgQQlQpBw7Affep2xps3ao2GHj5ZXUP12nTpMGAEDbmNMmroihMnjyZO+64gzZt2pQ4riKdYW7FaDSWWO8KcCm9IHn1rjrJ69JdseajQS1PANbsv0BC6rUiY00JvZQOCCGqlNOn4dFHoUMH+PVXtRzg6afVmdb33ru+Ma0QwqacJnmdMGECBw4cuOX2LlOnTiU1NdV8xMXFVfre+/fvJzk5GS8vL8LDw4tcNyevVXDmFaB+TU/CArzINyos2Hi6yHVT6cDmzZsxGo22Dk8IISwrIUHtY9uixfXOWA8/DEePwmefqZvLCiHsximS1+eee441a9awYcMG6t+inZ5er8fX17fQUVl//vknAL179y60RZZJUno2UHWTV4C7Wqi7gy/9J5bzKVmFrt122214enqSnJzMgQMH7BGeEEJUXkoKTJ2q9oydP1/tjHXPPbB3r7qzQNOm9o5QCIGDJ6+KojBhwgRWrlzJ33//TVhYmF1i+OOPPwDo169fsWMuVeGaV5PGtb3p1tifPIPCR+tOFrrm5uZm7rBleq+EEMJpZGWpzQUaNVJ/vXYNIiJg40b47Tfo2NHeEQohbuDQyeuzzz7Lt99+y9KlS/Hx8SExMZHExESuXStad2kthw4dIiEhAU9Pz2LrXeHGmld3m8VlDy/3bw7Air3niY67WujaPffcA6jJq2JqIi6EEI4sL0+dYW3SRJ1xNTUYWLMGtm2DgpIoIYRjcejkdf78+aSmptKrVy+Cg4PNx/Lly20Wg2km8c4778TdvWhyajQqJGeo+7xW5ZlXgI4NajKsk1rr9cZPh8g3XK9v7dGjB56eniQkJLB//357hSiEELdmNKq1rC1aqLWtCQkQFgbffKM2GBg0SBoMCOHAHDp5VRSl2GPs2LE2u7+p3rV///7FjknJysVgVGca/b2r9h5/S3fF0jzQB73OhQPnU5l/w+ItvV5Pnz59AHV/XiGEcDiKou4a0LGjuovAmTNqg4FPP4Vjx+Cxx6TBgBBOwKGTV3s7evQocXFxuLu7F7u/K1yvd63l5Yartuq/nT7urgxuXxeAj9ef5MD5q+ZrpgT/jz/+kF0HhBCOZetWdZ/W++5T923184O33lK3w3r2WWkwIIQTqfrZViXcWDLg6elZ7JiquMfrrXQIqUGbur7kGxVeWB5Ndp4BgDvuuAMvLy8SExOldEAI4Rj271c7YvXoodaxurvDv/+tzrq++ip4edk7QiFEOUnyWgKDwcCaNWuA64uRilPV93gtjkajYWiHetTx0XP6UiavrT6Eoijo9XruuusuAH777Tc7RymEqNZOnYKRI9UGA2vXquUAzzyjnn/3XSilU6MQwrFJ8lqCHTt2kJiYiJ+fn7mWszjVMXkF8NTrmPNQB1w08GPUeT7bfAYAr8a3AbBi9RqWbD1lzxCFENXRhQvwf/8HLVuqe7PC9QYDCxZIgwEhqgBJXkuwYsUKAAYNGlRsYwKT6pq8AtzRNIA37msFwLu/H+OPw4k0btsZnxr+ZKWncnzfDjtHKISoNlJSYMoUddurBQvUBgMDBkiDASGqIElei5GSksL69esBGDZsWKljE9PU7lp1qmHyCjCmW0NGdQ1FUWDS99HEXc2mfQ914Vb0Jtl1QAhhZZmZEBmpNhh49121wUC3brBpk1ouIA0GhKhyJHktxq+//kpeXh4tW7akZcuWpY49n6I2TKhf08MWoTkcjUbD9EGt6NmsNtfyDHy94yzBHXqCRsOZw3s5f/68vUMUQlRFubkwb5460/rqq2qDgbZt4eef1Z0FStghRgjh/CR5vYmiKOaSgQceeOCW468nr8XvRlAd6LQuLHgsnNsa1iQ7z8iPx7Ko36w9AD/++KOdoxNCVClGI3z3nVrT+uyzkJioNhj49lu1wcB990mDASGqOJ29A3A0R44c4dixY7i6unLvvfeWOjY7z0BywT6vIdUweV26K7bQ4wFtgrlwNZv4q9dI8O8ARLNq1SomTJiATid/1IQQlWBqMPDqq3DwoHouMBDeeAOeekr2aRWiGpGZ12L06NGD/v37U6NGjVLHnU/JAsBHr8PXQ5Izd1ctY7s1pI6Pngz/FqD3Iikpib///tveoQkhnNmWLeo+rYMGqYmrnx+8/bbaYGD8eElchahmJHm9SevWrVm4cCHvvvvuLcfGFZQM1KvpgUa+pgLAS6/jiTvCqOXjSV5oBAALPluIoih2jkwI4XSio2HgQLV+dds28PCAV15RGwxMnSoNBoSopiR5LYGLy63fGql3LZ6vuytPdg/Ds1VvFK0rR48c5u/N2+wdlhDCWZw6BY88ou4U8NtvoNPBuHHq+XfekQYDQlRzkrxWgqlsoLruNFCaml5uPNmnLa6N1dnXV976iKzcfDtHJYRwaBcuqElqy5bw/ffquUceURsMzJ8PdevaNz4hhEOQ5LUSqvs2WbdS20fPJ9NfAI0LmXFHePT9FWTnGewdlhDC0Vy5opYDNGkCn32mNhgYOBD27YOlS9XzQghRQJLXSjh/xTTzKmUDJenVqQXd7+oLwOH1K3hu2T7yDEY7RyWEcAiZmerCq0aN4L331AYD3bvD5s3qzgIdOtg7QiGEA5LktYIUReFcQfIaUktmXkvz7+fHo9Fo0CYcZP3WXbz0w36MRlnAJUS1lZsL//0vNG4M06ZBaiq0awe//HJ9ZwEhhCiB7O9UQZfSc7ialYeLBhrX9rZ3OA6tWbNmPPDAA/z444+4HlrDTzUbkHA1myEd6pp3aRjZpYGdoxRCWJ3BAMuWqXuzxsSo5xo1gtmz4eGHoQwLZYUQQj4pKuhYYjoADQO8cHfV2jkax/f888/j6emJS0os2vP7+OfsFX47lChbaAlRHSiK2ra1Y0cYNUpNXIOC1PauR4/CyJGSuAohykw+LSroeEHy2iLIx86ROIfatWszbtw4AHxO/gH5OWw9lczfx5LsHJkQwqo2b4Y77oDBg9UGAzVqQGSkuu3V//2fNBgQQpSbJK8VdDQxDYDmgb52jsR5jB49mnr16pGTfoXml7cDsP5YEr/LDKwQVc++fTBgAPTsCdu3qw0GpkxRGwxMmSINBoQQFSbJawWZZ16DZea1NEt3xZqPFdEXuePBpwGI3bWW7jXUfwBsPnmJaasPYZBFXEJUDfv3Q6dO8PvvaoOB//s/tZVrZCTUrGnv6IQQTk6S1wrINxg5mZQBSNlAeTXr0JV23e8GReHM2oXc16IGGtQk9+kle0jLzrN3iEKIymrXDnr3VmtZjx1Ta1uDg+0dlRCiipDktQJikjPJzTfi6aYlRPZ4Lbf+I/+PGgGBXL2USPxfixhxWwhuOhfWH0ti6KfbOJWUbu8QhRCVodGos67ffaduhyWEEBYkyWsF7DxzGYD29Wvg4qKxczTOx93Lm2HjX8VFq+NY1DZS9vzCj+MiCPZz50xyJoM+2cbnm8+QL80MhHBeshBLCGElkrxWwLZTavLavYm/nSNxXvUatWDg6OcA2Lz6G77+ZimPdw+jUW0vruUZeGvtUQZ/uo3tp5JlMZcQQgghzCR5LSeDUWH76WQAujcJsHM0zq1jz3vodu8IANYu+YRjW3/jie5hDOtYDz8PV44kpDHyi10M+e82ft5/gdx8mYkV1VtKSgqjRo3Cz88PPz8/Ro0axdWrV0t9zsqVK+nfvz8BAQFoNBqio6NtEqsQQliLdNgqp8MXUknLzsdHr6NtPT97h+P07hr+OIrBwI7ff+S3bz4lPy+XLv2HMe3elny8/iT/2xPHgfOpPLdsH55uWtrXr0Gn0JrU9XPn0a6h9g5fCJsaOXIk58+f5/fffwfg6aefZtSoUfz8888lPiczM5Pu3bvz4IMP8q9//ctWoQohhNVI8lpO64+qm+p3aeSPTisT15Wl0WjoM+IpcNGwY+0PrPt+IQlnT5I3diItgnyZ3Lc5O89cZs/ZK6Rl57PjzGV2nLlMoK+ezNx87mkdTAN/WTQnqr6jR4/y+++/s3PnTrp06QLA559/TkREBMePH6d58+bFPm/UqFEAnD171lahCiGEVUnyWg55BiPf744FYFB72fbFUjQaDX0efBIvnxqs/+FLDu3cQGLsaQY/9SL1GrXg7paB3NWiDqeSMtgbm8KRC2lcTMvh7bXHeHvtMZoFetOtcQDNAn1oGuhNkK87tbzc8HTTotHIgjpRNezYsQM/Pz9z4grQtWtX/Pz82L59e4nJa0Xk5OSQk5NjfpyWlmax1xZCiMqS5LUc/jpykYtpOQR4u3FPmyB7h1OlaDQaIgYMp16j5qyY/zbJF2L5atZE2t/Rl7uGP4F3jVo0C/ShWaAP13INHIi/ysW0bHafTeHExQxOXMwo8pp6nQv+Xm74e+up5eVG3RruNK7tbT7q1fRA66Jh6a7YIs8d2aWBLX5sIcosMTGROnXqFDlfp04dEhMTLXqvyMhIZs6cadHXFEIIS5HktYzyDEbmbTwNwIjbQtDrtHaOqGpq0LwtT8+az1/Lv+DAtnXs37qOQzs30rZbH27vO5TAkDA83LR0CfNnZJcGpGblsfFEEgfPp3IiKYMD56+SkZ1PvlEhJ9/IhdRsLqRmF3svN50LYf5euGo11PbRq4e3OwE+ssWPsJ0ZM2bcMlHcvXs3QLHfJCiKYvFvGKZOncrkyZPNj9PS0ggJCbHoPYQQoqKcInmdN28e77//PgkJCbRu3Zq5c+fSo0cPm8bw6d+nOBifiq+7jjERDW167+rGy7cGQ/71Ep3vuo8/li4g/vRRojf/TvTm3wkKbUKL8O4069iV74xGNC5q3XGj2t40qu3NPa2DUBSFXIORzBwDmTn5ZObkk5GTT0pWHpcycsg3GDlT0Gji+MXiGyIs3HyGlsG+tKnrS6u6frSu60ugrztuOqlzFpY1YcIEHn744VLHNGzYkAMHDnDx4sUi1y5dukRgYKBFY9Lr9ej1eou+phBCWIrDJ6/Lly9n0qRJzJs3j+7du/PZZ58xYMAAjhw5QoMG1v9qNzvPwH83nOKTv08BMHtoG+r4ulv9vgLqNW7B4699xPlTR9j15yqORW0j8dwpEs+dYuPKr3H39KZ+k5bUCWlEQFB9agXVwz+oPh7evuh1WvQ6LbW8ip9FNSoKV7PyuJSezaX0HC5l5Ki/pueQmWsgITWbhNRs/j6WVOh5NT1dCSgoQ8jIycdLr8PLTYu3uyu1PF0ZFdGQ+jU9cHet+My8oqizxmnX8jAq4O2u3kPqd6umgIAAAgJuve1eREQEqamp/PPPP9x+++0A7Nq1i9TUVLp162btMIUQwmFoFAffAb5Lly506tSJ+fPnm8+1bNmSoUOHEhkZecvnp6Wl4efnR2pqKr6+vrccn5SezYZjSSSl5XDqUgZbTiZzJTMXgGfubMTUgS1LfX5x9ZPCMjLTrnIyehdH92zl3PED5OUUXw6g1bni5euHp08NvHz8cHP3xM3dHVe9O256D1z17mi1Oly0LmhctLi4aHHRuqi/umjJU6BhbR8uXM3mfEoWcVeukZh2jUINv26RSPp5uuHv5UaAtx5PNx3urlp0Wg0Go0K+USHPoJCbb+RaXj7X8oxcyzVwLc9AVq6Ba7n53LylrYsG9K4ueLrp8HbT4aXX4qXX4eOuw9NNh6ebFq2LBp2LBhfTrwUxKmBu9KAooKAU/KpevPG6UYF8g7EgRvXXfINCvtFInsFInkF9nGc0km9QcNGAm06Lm9YFvc4Ft4Ljxt/rCrrQ3Zx8a2761fQbTUHMRkWNy6io8ZoeK4Dxhvcxz2Ak12Ak36DGmJuvFMSqHkYFXLUuuGo1uGpdcNO6qI91Glxd1F/dtC7oTOcLxo17eBC+Xh6l/nc2Ke/nTEUNGDCACxcu8NlnnwHqVlmhoaGFtspq0aIFkZGR3H///QBcuXKF2NhYLly4wL333sv3339P8+bNCQoKIiiobLX7tvr5hBDVV3k+Zxx65jU3N5eoqCimTJlS6Hy/fv3Yvn17sc+5eZVsamoqUPbVskdjU3h56T+FzgX56pl0dzPua1/3lq+TlVn819Ci8jRaLc3Cu9EsvBuKwUDS+bPEnznG5cR4rlyMJ+XiBdJSkjEYDOReyiblUtGvWCujPHOpGQXHuQreq7j/MfOA1IJDWF/fbh1pXK9sX8ebPhesPRfw3Xff8fzzz9OvXz8ABg8ezKefflpozPHjx82fewBr1qzh8ccfNz82lShMnz6dGTNmlOm+pp9Ldh0QQlhLuT5HFQcWHx+vAMq2bdsKnX/rrbeUZs2aFfuc6dOnKxRMJskhhxxy2PKIi4uzxUejzcXFxdn9vZVDDjmqx1GWz1GHnnk1ufnrRqWU1bU3r5I1Go1cuXIFf39/q9UMmlbixsXFyVdqFibvrfXIe2s5iqKQnp5O3bp17R2KVdStW5e4uDh8fHyqZe21/L9SfvKelV91f8/K8znq0MlrQEAAWq22yB6GSUlJJa6uLW6VbI0aNawVYiG+vr7V8g+cLch7az3y3lqGn5+fvUOwGhcXF+rXr2/vMOxO/l8pP3nPyq86v2dl/Rx16H1/3NzcCA8PZ926dYXOr1u3TlbXCiGEEEJUQw498wowefJkRo0aRefOnYmIiGDhwoXExsYybtw4e4cmhBBCCCFszOGT1xEjRnD58mVmzZpFQkICbdq0Ye3atYSGhto7NDO9Xs/06dNlU28rkPfWeuS9FaJs5P+V8pP3rPzkPSs7h9/nVQghhBBCCBOHrnkVQgghhBDiRpK8CiGEEEIIpyHJqxBCCCGEcBqSvAohhBBCCKchyWsZzZs3j7CwMNzd3QkPD2fLli2ljt+0aRPh4eG4u7vTqFEjFixYYKNInU953tuVK1fSt29fateuja+vLxEREfzxxx82jNZ5lPfPrMm2bdvQ6XR06NDBugEK4YTOnj3Lk08+SVhYGB4eHjRu3Jjp06eTm5tr79AcSkU/f6qbyMhIbrvtNnx8fKhTpw5Dhw7l+PHj9g7L4UnyWgbLly9n0qRJTJs2jX379tGjRw8GDBhAbGxsseNjYmIYOHAgPXr0YN++fbz66qs8//zzrFixwsaRO77yvrebN2+mb9++rF27lqioKHr37s2gQYPYt2+fjSN3bOV9X01SU1MZPXo0ffr0sVGkQjiXY8eOYTQa+eyzzzh8+DAfffQRCxYs4NVXX7V3aA6jop8/1dGmTZt49tln2blzJ+vWrSM/P59+/fqRmZlp79AcmmyVVQZdunShU6dOzJ8/33yuZcuWDB06lMjIyCLjX3nlFdasWcPRo0fN58aNG8f+/fvZsWOHTWJ2FuV9b4vTunVrRowYwRtvvGGtMJ1ORd/Xhx9+mKZNm6LValm9ejXR0dE2iFYI5/b+++8zf/58zpw5Y+9QHIIlPterq0uXLlGnTh02bdrEnXfeae9wHJbMvN5Cbm4uUVFR9OvXr9D5fv36sX379mKfs2PHjiLj+/fvz549e8jLy7NarM6mIu/tzYxGI+np6dSqVcsaITqlir6vixYt4vTp00yfPt3aIQpRpaSmpspnUAFLfK5XZ6mpqQDy5+kWJHm9heTkZAwGA4GBgYXOBwYGkpiYWOxzEhMTix2fn59PcnKy1WJ1NhV5b2/24YcfkpmZyUMPPWSNEJ1SRd7XkydPMmXKFL777jt0OodvvCeEwzh9+jSffPKJtCwvYInP9epKURQmT57MHXfcQZs2bewdjkOT5LWMNBpNoceKohQ5d6vxxZ0X5X9vTZYtW8aMGTNYvnw5derUsVZ4Tqus76vBYGDkyJHMnDmTZs2a2So8IRzKjBkz0Gg0pR579uwp9JwLFy5wzz338OCDD/LUU0/ZKXLHVNHP9epswoQJHDhwgGXLltk7FIcnUyy3EBAQgFarLfIvxqSkpCL/sjQJCgoqdrxOp8Pf399qsTqbiry3JsuXL+fJJ5/khx9+4O6777ZmmE6nvO9reno6e/bsYd++fUyYMAFQyzEURUGn0/Hnn39y11132SR2IexlwoQJPPzww6WOadiwofn3Fy5coHfv3kRERLBw4UIrR+c8KvO5Xp0999xzrFmzhs2bN1O/fn17h+PwZOb1Ftzc3AgPD2fdunWFzq9bt45u3boV+5yIiIgi4//88086d+6Mq6ur1WJ1NhV5b0GdcR07dixLly7l3nvvtXaYTqe876uvry8HDx4kOjrafIwbN47mzZsTHR1Nly5dbBW6EHYTEBBAixYtSj3c3d0BiI+Pp1evXnTq1IlFixbh4iJ/lZpU9HO9ulIUhQkTJrBy5Ur+/vtvwsLC7B2Sc1DELX3//feKq6ur8uWXXypHjhxRJk2apHh5eSlnz55VFEVRpkyZoowaNco8/syZM4qnp6fywgsvKEeOHFG+/PJLxdXVVfnxxx/t9SM4rPK+t0uXLlV0Op3y3//+V0lISDAfV69etdeP4JDK+77ebPr06Ur79u1tFK0QziM+Pl5p0qSJctdddynnz58v9DkkVLf6/BHX/d///Z/i5+enbNy4sdCfpaysLHuH5tAkeS2j//73v0poaKji5uamdOrUSdm0aZP52pgxY5SePXsWGr9x40alY8eOipubm9KwYUNl/vz5No7YeZTnve3Zs6cCFDnGjBlj+8AdXHn/zN5Iklchirdo0aJiP4NkLqiw0j5/xHUl/VlatGiRvUNzaLLPqxBCCCGEcBpSqCOEEEIIIZyGJK9CCCGEEMJpSPIqhBBCCCGchiSvQgghhBDCaUjyKoQQQgghnIYkr0IIIYQQwmlI8iqEEEIIIZyGJK9CCCGEEMJpSPIqhBBCWMHZs2fRaDRER0fbO5RyadiwIXPnzrXY6/Xq1YtJkyZZ7PXsQaPRsHr1asB5/7tWJZK8CiGEEOWk0WhKPcaOHWvvEG9p8eLF1KhRo8j53bt38/TTT9s+IAcwY8YMOnToUOR8QkICAwYMsH1Aolg6ewcghBBCOJuEhATz75cvX84bb7zB8ePHzec8PDxISUmxR2gYDAY0Gg0uLhWbn6pdu7aFI3J+QUFB9g5B3EBmXoUQQohyCgoKMh9+fn5oNJoi50zOnDlD79698fT0pH379uzYsaPQa23fvp0777wTDw8PQkJCeP7558nMzDRfT0lJYfTo0dSsWRNPT08GDBjAyZMnzddNM6i//PILrVq1Qq/Xc+7cOXJzc/n3v/9NvXr18PLyokuXLmzcuBGAjRs38vjjj5OammqeLZ4xYwZQtGzg6tWrPP300wQGBuLu7k6bNm345ZdfALh8+TKPPPII9evXx9PTk7Zt27Js2bJyv5/vvPMOgYGB+Pj48OSTTzJlypRCM6DFlR4MHTq00Az3t99+S+fOnfHx8SEoKIiRI0eSlJRkvr5x40Y0Gg3r16+nc+fOeHp60q1bN/M/OhYvXszMmTPZv3+/+T1ZvHgxULhsoDhHjhxh4MCBeHt7ExgYyKhRo0hOTjZf//HHH2nbti0eHh74+/tz9913F/pvLMpHklchhBDCiqZNm8ZLL71EdHQ0zZo145FHHiE/Px+AgwcP0r9/f4YNG8aBAwdYvnw5W7duZcKECebnjx07lj179rBmzRp27NiBoigMHDiQvLw885isrCwiIyP54osvOHz4MHXq1OHxxx9n27ZtfP/99xw4cIAHH3yQe+65h5MnT9KtWzfmzp2Lr68vCQkJJCQk8NJLLxWJ3Wg0MmDAALZv3863337LkSNHeOedd9BqtQBkZ2cTHh7OL7/8wqFDh3j66acZNWoUu3btKvP787///Y/p06fz1ltvsWfPHoKDg5k3b1653+fc3Fxmz57N/v37Wb16NTExMcWWb0ybNo0PP/yQPXv2oNPpeOKJJwAYMWIEL774Iq1btza/JyNGjLjlfRMSEujZsycdOnRgz549/P7771y8eJGHHnrIfP2RRx7hiSee4OjRo2zcuJFhw4ahKEq5f0ZRQBFCCCFEhS1atEjx8/Mrcj4mJkYBlC+++MJ87vDhwwqgHD16VFEURRk1apTy9NNPF3reli1bFBcXF+XatWvKiRMnFEDZtm2b+XpycrLi4eGh/O9//zPfH1Cio6PNY06dOqVoNBolPj6+0Gv36dNHmTp1aqlxh4aGKh999JGiKIryxx9/KC4uLsrx48fL/H4MHDhQefHFF82Pe/bsqUycOLHE8REREcq4ceMKnevSpYvSvn37Ul9jyJAhypgxY0p83X/++UcBlPT0dEVRFGXDhg0KoPz111/mMb/++qsCKNeuXVMURVGmT59e6L4mgLJq1SpFUa7/d923b5+iKIry+uuvK/369Ss0Pi4uTgGU48ePK1FRUQqgnD17tsRYRfnIzKsQQghhRe3atTP/Pjg4GMD8dXZUVBSLFy/G29vbfPTv3x+j0UhMTAxHjx5Fp9PRpUsX82v4+/vTvHlzjh49aj7n5uZW6D579+5FURSaNWtW6LU3bdrE6dOnyxx7dHQ09evXp1mzZsVeNxgMvPXWW7Rr1w5/f3+8vb35888/iY2NLfM9jh49SkRERKFzNz8ui3379jFkyBBCQ0Px8fGhV69eAEViKe2/R0VERUWxYcOGQu9zixYtADh9+jTt27enT58+tG3blgcffJDPP//cbvXQVYUs2BJCCCGsyNXV1fx7jUYDqF/Hm3595plneP7554s8r0GDBpw4caLY11QUxfxaoC4Qu/Gx0WhEq9USFRVl/orfxNvbu8yxe3h4lHr9ww8/5KOPPmLu3Lm0bdsWLy8vJk2aRG5ubpnvURYuLi5Fvma/sWwiMzOTfv360a9fP7799ltq165NbGws/fv3LxJLaf89KsJoNDJo0CDefffdIteCg4PRarWsW7eO7du38+eff/LJJ58wbdo0du3aRVhYWIXvW51J8iqEEELYSadOnTh8+DBNmjQp9nqrVq3Iz89n165ddOvWDVAXSZ04cYKWLVuW+LodO3bEYDCQlJREjx49ih3j5uaGwWAoNb527dpx/vx5Tpw4Uezs65YtWxgyZAiPPfYYoCZyJ0+eLDW2m7Vs2ZKdO3cyevRo87mdO3cWGlO7du1COzwYDAYOHTpE7969ATh27BjJycm88847hISEALBnz54yx2BSlvfkZp06dWLFihU0bNgQna74tEqj0dC9e3e6d+/OG2+8QWhoKKtWrWLy5MnljlHIgi0hhBDCbl555RV27NjBs88+S3R0NCdPnmTNmjU899xzADRt2pQhQ4bwr3/9i61bt7J//34ee+wx6tWrx5AhQ0p83WbNmvHoo48yevRoVq5cSUxMDLt37+bdd99l7dq1gLqrQEZGBuvXryc5OZmsrKwir9OzZ0/uvPNOHnjgAdatW0dMTAy//fYbv//+OwBNmjQxzyoePXqUZ555hsTExHK9BxMnTuSrr77iq6++4sSJE0yfPp3Dhw8XGnPXXXfx66+/8uuvv3Ls2DHGjx/P1atXzdcbNGiAm5sbn3zyCWfOnGHNmjXMnj27XHGY3pOYmBiio6NJTk4mJyfnls959tlnuXLlCo888gj//PMPZ86c4c8//+SJJ57AYDCwa9cu3n77bfbs2UNsbCwrV67k0qVL5UrwRWGSvAohhBB20q5dOzZt2sTJkyfp0aMHHTt25PXXXzfXYgIsWrSI8PBw7rvvPiIiIlAUhbVr1xb6+rs4ixYtYvTo0bz44os0b96cwYMHs2vXLvPMZLdu3Rg3bhwjRoygdu3avPfee8W+zooVK7jtttt45JFHaNWqFf/+97/Ns5Ovv/46nTp1on///vTq1YugoCCGDh1arvdgxIgRvPHGG7zyyiuEh4dz7tw5/u///q/QmCeeeIIxY8YwevRoevbsSVhYmHnWFdSZ2cWLF/PDDz/QqlUr3nnnHT744INyxQHwwAMPcM8999C7d29q165dpm2/6taty7Zt2zAYDPTv3582bdowceJE/Pz8cHFxwdfXl82bNzNw4ECaNWvGa6+9xocffihNDypBo9xcRCKEEEIIYUczZsxg9erV0oJVFEtmXoUQQgghhNOQ5FUIIYQQQjgNKRsQQgghhBBOQ2ZehRBCCCGE05DkVQghhBBCOA1JXoUQQgghhNOQ5FUIIYQQQjgNSV6FEEIIIYTTkORVCCGEEEI4DUlehRBCCCGE05DkVQghhBBCOI3/BzZ8FcqLd2NpAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-18T13:16:00.389569Z",
     "start_time": "2024-09-18T13:15:59.785585Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#查看用户性别与复购的关系\n",
    "train_data_user_info = train_data.merge(user_info,on=['user_id'],how='left')\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.title('Gender VS Label')\n",
    "ax = sns.countplot(x='gender',hue='label',data=train_data_user_info)\n",
    "for p in ax.patches:\n",
    "    height = p.get_height()\n",
    "\n"
   ],
   "id": "e759245ad417f170",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-18T13:16:10.654269Z",
     "start_time": "2024-09-18T13:16:10.425546Z"
    }
   },
   "cell_type": "code",
   "source": [
    "repeat_buy=[rate for rate in train_data_user_info.groupby(['gender'])['label'].mean()]\n",
    "ax=plt.subplot(1,2,1)\n",
    "sns.distplot(repeat_buy,fit=stats.norm)\n",
    "ax=plt.subplot(1,2,2)\n",
    "res = stats.probplot(repeat_buy, plot=plt)\n"
   ],
   "id": "57b6685ccb60f7bc",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-18T13:35:00.379321Z",
     "start_time": "2024-09-18T13:34:59.800219Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "plt.title('Age VS Label')\n",
    "ax = sns.countplot(x='age_range',hue='label',data=train_data_user_info)\n"
   ],
   "id": "164774533e39398d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 51
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "3cc45c8fb3bf1fea"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
